Domestic general government health expenditure per capita (current US$)

Dataset statistics

Number of variables	14
Number of observations	266
Missing cells	844
Missing cells (%)	22.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	58.7 KiB
Average record size in memory	225.9 B

Variable types

Categorical	2
Unsupported	2
Numeric	10

Alerts

`Country Name` has a high cardinality: 266 distinct values	High cardinality
`Country Code` has a high cardinality: 266 distinct values	High cardinality
`2000` is highly correlated with `2011` and 8 other fields	High correlation
`2011` is highly correlated with `2000` and 8 other fields	High correlation
`2012` is highly correlated with `2000` and 8 other fields	High correlation
`2013` is highly correlated with `2000` and 8 other fields	High correlation
`2014` is highly correlated with `2000` and 8 other fields	High correlation
`2015` is highly correlated with `2000` and 8 other fields	High correlation
`2016` is highly correlated with `2000` and 8 other fields	High correlation
`2017` is highly correlated with `2000` and 8 other fields	High correlation
`2018` is highly correlated with `2000` and 8 other fields	High correlation
`2019` is highly correlated with `2000` and 8 other fields	High correlation
`2000` is highly correlated with `2011` and 8 other fields	High correlation
`2011` is highly correlated with `2000` and 8 other fields	High correlation
`2012` is highly correlated with `2000` and 8 other fields	High correlation
`2013` is highly correlated with `2000` and 8 other fields	High correlation
`2014` is highly correlated with `2000` and 8 other fields	High correlation
`2015` is highly correlated with `2000` and 8 other fields	High correlation
`2016` is highly correlated with `2000` and 8 other fields	High correlation
`2017` is highly correlated with `2000` and 8 other fields	High correlation
`2018` is highly correlated with `2000` and 8 other fields	High correlation
`2019` is highly correlated with `2000` and 8 other fields	High correlation
`2000` is highly correlated with `2011` and 8 other fields	High correlation
`2011` is highly correlated with `2000` and 8 other fields	High correlation
`2012` is highly correlated with `2000` and 8 other fields	High correlation
`2013` is highly correlated with `2000` and 8 other fields	High correlation
`2014` is highly correlated with `2000` and 8 other fields	High correlation
`2015` is highly correlated with `2000` and 8 other fields	High correlation
`2016` is highly correlated with `2000` and 8 other fields	High correlation
`2017` is highly correlated with `2000` and 8 other fields	High correlation
`2018` is highly correlated with `2000` and 8 other fields	High correlation
`2019` is highly correlated with `2000` and 8 other fields	High correlation
`2000` is highly correlated with `2011` and 8 other fields	High correlation
`2011` is highly correlated with `2000` and 8 other fields	High correlation
`2012` is highly correlated with `2000` and 8 other fields	High correlation
`2013` is highly correlated with `2000` and 8 other fields	High correlation
`2014` is highly correlated with `2000` and 8 other fields	High correlation
`2015` is highly correlated with `2000` and 8 other fields	High correlation
`2016` is highly correlated with `2000` and 8 other fields	High correlation
`2017` is highly correlated with `2000` and 8 other fields	High correlation
`2018` is highly correlated with `2000` and 8 other fields	High correlation
`2019` is highly correlated with `2000` and 8 other fields	High correlation
`1990` has 266 (100.0%) missing values	Missing
`2000` has 34 (12.8%) missing values	Missing
`2011` has 29 (10.9%) missing values	Missing
`2012` has 30 (11.3%) missing values	Missing
`2013` has 31 (11.7%) missing values	Missing
`2014` has 31 (11.7%) missing values	Missing
`2015` has 31 (11.7%) missing values	Missing
`2016` has 32 (12.0%) missing values	Missing
`2017` has 31 (11.7%) missing values	Missing
`2018` has 31 (11.7%) missing values	Missing
`2019` has 32 (12.0%) missing values	Missing
`2020` has 266 (100.0%) missing values	Missing
`Country Name` is uniformly distributed	Uniform
`Country Code` is uniformly distributed	Uniform
`Country Name` has unique values	Unique
`Country Code` has unique values	Unique
`1990` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`2020` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2022-04-02 20:13:57.146836
Analysis finished	2022-04-02 20:14:11.998926
Duration	14.85 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Country Name
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	266
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	18.2 KiB

Afghanistan	1
St. Lucia	1
Serbia	1
Seychelles	1
Sierra Leone	1
Other values (261)	261

Length

Max length	52
Median length	9
Mean length	12.40225564
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	266 ?
Unique (%)	100.0%

Sample

1st row	Afghanistan
2nd row	Albania
3rd row	Algeria
4th row	American Samoa
5th row	Andorra

Common Values

Value	Count	Frequency (%)
Afghanistan	1	0.4%
St. Lucia	1	0.4%
Serbia	1	0.4%
Seychelles	1	0.4%
Sierra Leone	1	0.4%
Singapore	1	0.4%
Sint Maarten (Dutch part)	1	0.4%
Slovak Republic	1	0.4%
Slovenia	1	0.4%
Solomon Islands	1	0.4%
Other values (256)	256	96.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	20	4.0%
and	12	2.4%
income	11	2.2%
ida	10	2.0%
africa	9	1.8%
islands	9	1.8%
asia	8	1.6%
ibrd	8	1.6%
middle	7	1.4%
rep	7	1.4%
Other values (310)	404	80.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Country Code
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	266
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	15.7 KiB

AFG	1
LCA	1
SRB	1
SYC	1
SLE	1
Other values (261)	261

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	266 ?
Unique (%)	100.0%

Sample

1st row	AFG
2nd row	ALB
3rd row	DZA
4th row	ASM
5th row	AND

Common Values

Value	Count	Frequency (%)
AFG	1	0.4%
LCA	1	0.4%
SRB	1	0.4%
SYC	1	0.4%
SLE	1	0.4%
SGP	1	0.4%
SXM	1	0.4%
SVK	1	0.4%
SVN	1	0.4%
SLB	1	0.4%
Other values (256)	256	96.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
afg	1	0.4%
bhr	1	0.4%
cpv	1	0.4%
bdi	1	0.4%
dza	1	0.4%
asm	1	0.4%
and	1	0.4%
ago	1	0.4%
atg	1	0.4%
arg	1	0.4%
Other values (256)	256	96.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

1990
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	266
Missing (%)	100.0%
Memory size	2.2 KiB

2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	229
Distinct (%)	98.7%
Missing	34
Missing (%)	12.8%
Infinite	0
Infinite (%)	0.0%
Mean	279.8779907

Minimum	0.57049705
Maximum	2415.328507
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0.57049705
5-th percentile	2.457207011
Q1	7.65804855
median	48.13419927
Q3	216.3881864
95-th percentile	1563.885618
Maximum	2415.328507
Range	2414.75801
Interquartile range (IQR)	208.7301378

Descriptive statistics

Standard deviation	525.0406831
Coefficient of variation (CV)	1.875962743
Kurtosis	5.141387448
Mean	279.8779907
Median Absolute Deviation (MAD)	44.20960477
Skewness	2.423357841
Sum	64931.69385
Variance	275667.7189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.52038031	2	0.8%
10.72120784	2	0.8%
4.118053261	2	0.8%
45.22461223	1	0.4%
192.2372923	1	0.4%
23.44520933	1	0.4%
727.2973353	1	0.4%
90.60414955	1	0.4%
178.0445002	1	0.4%
568.7339825	1	0.4%
Other values (219)	219	82.3%
(Missing)	34	12.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.57049705	1	0.4%
0.79511098	1	0.4%
1.18907251	1	0.4%
1.23969819	1	0.4%
1.32667073	1	0.4%
1.47645048	1	0.4%
1.68479763	1	0.4%
1.99905989	1	0.4%
2.21982536	1	0.4%
2.22822023	1	0.4%

Value	Count	Frequency (%)
2415.328507	1	0.4%
2408.760867	1	0.4%
2315.543617	1	0.4%
2204.339212	1	0.4%
2074.399134	1	0.4%
2017.003456	1	0.4%
1962.641833	1	0.4%
1835.817163	1	0.4%
1833.387933	1	0.4%
1682.861504	1	0.4%

2011
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	234
Distinct (%)	98.7%
Missing	29
Missing (%)	10.9%
Infinite	0
Infinite (%)	0.0%
Mean	681.0019943

Minimum	1.2888907
Maximum	7513.967795
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	1.2888907
5-th percentile	5.35600152
Q1	33.40147743
median	158.9866734
Q3	503.6260375
95-th percentile	3757.639513
Maximum	7513.967795
Range	7512.678904
Interquartile range (IQR)	470.2245601

Descriptive statistics

Standard deviation	1256.937454
Coefficient of variation (CV)	1.845717728
Kurtosis	6.762716781
Mean	681.0019943
Median Absolute Deviation (MAD)	149.1899519
Skewness	2.585040011
Sum	161397.4726
Variance	1579891.762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112.2690432	2	0.8%
36.3423646	2	0.8%
12.62839863	2	0.8%
2.85096025	1	0.4%
363.0535142	1	0.4%
162.3043516	1	0.4%
322.8937231	1	0.4%
50.61476519	1	0.4%
2137.786724	1	0.4%
1552.12779	1	0.4%
Other values (224)	224	84.2%
(Missing)	29	10.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.2888907	1	0.4%
1.37062323	1	0.4%
2.29363174	1	0.4%
2.85096025	1	0.4%
3.17643454	1	0.4%
3.23439581	1	0.4%
3.32320817	1	0.4%
3.98573998	1	0.4%
4.77990271	1	0.4%
4.95309925	1	0.4%

Value	Count	Frequency (%)
7513.967795	1	0.4%
6049.912943	1	0.4%
5365.616736	1	0.4%
5251.774875	1	0.4%
4294.300638	1	0.4%
4260.184422	1	0.4%
3996.099132	1	0.4%
3954.628625	1	0.4%
3938.456014	1	0.4%
3798.766541	1	0.4%

2012
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	233
Distinct (%)	98.7%
Missing	30
Missing (%)	11.3%
Infinite	0
Infinite (%)	0.0%
Mean	670.2650874

Minimum	2.233482
Maximum	7602.645368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	2.233482
5-th percentile	5.603837765
Q1	32.00027084
median	161.257059
Q3	531.5244526
95-th percentile	3607.044266
Maximum	7602.645368
Range	7600.411886
Interquartile range (IQR)	499.5241818

Descriptive statistics

Standard deviation	1219.08964
Coefficient of variation (CV)	1.818817156
Kurtosis	7.027912887
Mean	670.2650874
Median Absolute Deviation (MAD)	150.595399
Skewness	2.603050513
Sum	158182.5606
Variance	1486179.551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110.1229754	2	0.8%
35.60138053	2	0.8%
12.41024826	2	0.8%
2.233482	1	0.4%
340.4251511	1	0.4%
184.486914	1	0.4%
325.0363468	1	0.4%
47.90269473	1	0.4%
1868.397852	1	0.4%
1399.208438	1	0.4%
Other values (223)	223	83.8%
(Missing)	30	11.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.233482	1	0.4%
2.26146207	1	0.4%
3.2199983	1	0.4%
3.29831521	1	0.4%
3.52288388	1	0.4%
3.56672576	1	0.4%
4.80208046	1	0.4%
4.85543904	1	0.4%
5.27295412	1	0.4%
5.3918788	1	0.4%

Value	Count	Frequency (%)
7602.645368	1	0.4%
5267.275723	1	0.4%
5042.71027	1	0.4%
5042.004758	1	0.4%
4374.621488	1	0.4%
4292.133583	1	0.4%
4074.731279	1	0.4%
4054.835024	1	0.4%
3874.937859	1	0.4%
3746.581275	1	0.4%

2013
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	232
Distinct (%)	98.7%
Missing	31
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%
Mean	697.4826526

Minimum	2.28264735
Maximum	7857.194681
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	2.28264735
5-th percentile	6.363748261
Q1	34.17016068
median	173.3058293
Q3	600.4022295
95-th percentile	3762.864651
Maximum	7857.194681
Range	7854.912034
Interquartile range (IQR)	566.2320688

Descriptive statistics

Standard deviation	1252.734034
Coefficient of variation (CV)	1.796079128
Kurtosis	7.139495329
Mean	697.4826526
Median Absolute Deviation (MAD)	162.1037076
Skewness	2.598989039
Sum	163908.4234
Variance	1569342.561
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
111.7014827	2	0.8%
34.17016068	2	0.8%
12.10874933	2	0.8%
2.77086252	1	0.4%
62.42280815	1	0.4%
333.8731052	1	0.4%
62.51436738	1	0.4%
1867.229803	1	0.4%
309.3624566	1	0.4%
1004.741727	1	0.4%
Other values (222)	222	83.5%
(Missing)	31	11.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.28264735	1	0.4%
2.45388411	1	0.4%
2.77086252	1	0.4%
3.71364497	1	0.4%
3.73811169	1	0.4%
3.75726057	1	0.4%
3.95966466	1	0.4%
4.65340911	1	0.4%
5.2628843	1	0.4%
5.36567992	1	0.4%

Value	Count	Frequency (%)
7857.194681	1	0.4%
5626.713191	1	0.4%
5330.714843	1	0.4%
5254.993657	1	0.4%
4215.403784	1	0.4%
4178.85324	1	0.4%
3939.88214	1	0.4%
3897.628028	1	0.4%
3887.333999	1	0.4%
3849.571869	1	0.4%

2014
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	232
Distinct (%)	98.7%
Missing	31
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%
Mean	714.7074818

Minimum	2.68126936
Maximum	7776.915436
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	2.68126936
5-th percentile	7.356971692
Q1	34.237398
median	182.6802192
Q3	620.5475965
95-th percentile	3787.145344
Maximum	7776.915436
Range	7774.234167
Interquartile range (IQR)	586.3101985

Descriptive statistics

Standard deviation	1274.341442
Coefficient of variation (CV)	1.783025188
Kurtosis	6.651435246
Mean	714.7074818
Median Absolute Deviation (MAD)	169.9954358
Skewness	2.545959465
Sum	167956.2582
Variance	1623946.111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
122.3066641	2	0.8%
33.81996224	2	0.8%
12.68478338	2	0.8%
2.92699537	1	0.4%
67.56924476	1	0.4%
364.9630641	1	0.4%
61.57913585	1	0.4%
1882.801262	1	0.4%
305.4275926	1	0.4%
1022.894917	1	0.4%
Other values (222)	222	83.5%
(Missing)	31	11.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.68126936	1	0.4%
2.92699537	1	0.4%
3.01820324	1	0.4%
3.94676136	1	0.4%
4.00118995	1	0.4%
4.0434569	1	0.4%
4.81414296	1	0.4%
5.66212682	1	0.4%
5.84865715	1	0.4%
6.63334406	1	0.4%

Value	Count	Frequency (%)
7776.915436	1	0.4%
5550.832274	1	0.4%
5516.716844	1	0.4%
5371.952246	1	0.4%
4531.417273	1	0.4%
4444.299492	1	0.4%
4087.855821	1	0.4%
3916.284719	1	0.4%
3911.283405	1	0.4%
3871.980928	1	0.4%

2015
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	232
Distinct (%)	98.7%
Missing	31
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%
Mean	646.5995305

Minimum	1.72049046
Maximum	6469.649538
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	1.72049046
5-th percentile	6.224630043
Q1	32.30690365
median	179.1296584
Q3	594.5969643
95-th percentile	3278.00493
Maximum	6469.649538
Range	6467.929048
Interquartile range (IQR)	562.2900607

Descriptive statistics

Standard deviation	1127.252359
Coefficient of variation (CV)	1.743354745
Kurtosis	5.888108321
Mean	646.5995305
Median Absolute Deviation (MAD)	164.8218492
Skewness	2.461256533
Sum	151950.8897
Variance	1270697.882
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
111.1197208	2	0.8%
32.32799362	2	0.8%
14.11093358	2	0.8%
3.04678667	1	0.4%
69.50385864	1	0.4%
362.4848778	1	0.4%
65.92125953	1	0.4%
1675.232129	1	0.4%
287.5369668	1	0.4%
873.1384159	1	0.4%
Other values (222)	222	83.5%
(Missing)	31	11.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.72049046	1	0.4%
3.04678667	1	0.4%
3.29227445	1	0.4%
3.3025013	1	0.4%
3.56752165	1	0.4%
4.45942546	1	0.4%
5.03007415	1	0.4%
5.38167514	1	0.4%
5.79152348	1	0.4%
5.79209948	1	0.4%

Value	Count	Frequency (%)
6469.649538	1	0.4%
4804.292251	1	0.4%
4700.708717	1	0.4%
4651.128592	1	0.4%
4604.260898	1	0.4%
4581.852982	1	0.4%
3582.186799	1	0.4%
3559.336807	1	0.4%
3459.059218	1	0.4%
3342.268337	1	0.4%

2016
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	231
Distinct (%)	98.7%
Missing	32
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	663.6905002

Minimum	2.41127521
Maximum	6400.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	2.41127521
5-th percentile	6.161716554
Q1	32.72534762
median	177.2654968
Q3	638.0792439
95-th percentile	3413.045212
Maximum	6400.7
Range	6398.288725
Interquartile range (IQR)	605.3538962

Descriptive statistics

Standard deviation	1153.669822
Coefficient of variation (CV)	1.738264781
Kurtosis	5.59033444
Mean	663.6905002
Median Absolute Deviation (MAD)	162.0483114
Skewness	2.427942461
Sum	155303.5771
Variance	1330954.059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
121.9589287	2	0.8%
29.31961113	2	0.8%
15.21718542	2	0.8%
3.05628788	1	0.4%
70.47702868	1	0.4%
425.2498566	1	0.4%
65.31818176	1	0.4%
1700.647275	1	0.4%
263.2500032	1	0.4%
940.0084437	1	0.4%
Other values (221)	221	83.1%
(Missing)	32	12.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.41127521	1	0.4%
2.59802606	1	0.4%
3.05628788	1	0.4%
3.38534346	1	0.4%
4.72182617	1	0.4%
4.86054411	1	0.4%
5.17153014	1	0.4%
5.39600836	1	0.4%
5.48254453	1	0.4%
5.67698142	1	0.4%

Value	Count	Frequency (%)
6400.7	1	0.4%
4965.938148	1	0.4%
4790.867149	1	0.4%
4786.711875	1	0.4%
4681.911653	1	0.4%
4623.004337	1	0.4%
4130.945918	1	0.4%
3666.120573	1	0.4%
3508.067751	1	0.4%
3501.824869	1	0.4%

2017
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	232
Distinct (%)	98.7%
Missing	31
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%
Mean	696.607828

Minimum	1.93147854
Maximum	6652.84943
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	1.93147854
5-th percentile	6.145249215
Q1	32.54549736
median	190.7005537
Q3	643.0133885
95-th percentile	3491.724895
Maximum	6652.84943
Range	6650.917951
Interquartile range (IQR)	610.4678911

Descriptive statistics

Standard deviation	1208.586612
Coefficient of variation (CV)	1.734959848
Kurtosis	5.599003878
Mean	696.607828
Median Absolute Deviation (MAD)	174.4709034
Skewness	2.431151855
Sum	163702.8396
Variance	1460681.598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.7506537	2	0.8%
31.549521	2	0.8%
17.44362358	2	0.8%
3.34826009	1	0.4%
72.69208452	1	0.4%
61.011071	1	0.4%
1782.143957	1	0.4%
2.22710847	1	0.4%
305.2274087	1	0.4%
939.9138834	1	0.4%
Other values (222)	222	83.5%
(Missing)	31	11.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.93147854	1	0.4%
2.0749774	1	0.4%
2.22710847	1	0.4%
3.2862543	1	0.4%
3.34826009	1	0.4%
4.00745354	1	0.4%
4.22658005	1	0.4%
4.67414164	1	0.4%
4.9007599	1	0.4%
5.13911695	1	0.4%

Value	Count	Frequency (%)
6652.84943	1	0.4%
5117.236419	1	0.4%
5036.493596	1	0.4%
4944.985093	1	0.4%
4943.278498	1	0.4%
4873.521752	1	0.4%
4843.678362	1	0.4%
3929.435402	1	0.4%
3692.657462	1	0.4%
3668.343198	1	0.4%

2018
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	232
Distinct (%)	98.7%
Missing	31
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%
Mean	739.7635891

Minimum	2.72140895
Maximum	7089.272138
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	2.72140895
5-th percentile	6.032781164
Q1	31.86696163
median	196.3500438
Q3	694.1828161
95-th percentile	3611.639302
Maximum	7089.272138
Range	7086.550729
Interquartile range (IQR)	662.3158545

Descriptive statistics

Standard deviation	1283.026584
Coefficient of variation (CV)	1.734373796
Kurtosis	5.605154139
Mean	739.7635891
Median Absolute Deviation (MAD)	180.5279396
Skewness	2.429206669
Sum	173844.4434
Variance	1646157.215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
126.8817006	2	0.8%
31.86696163	2	0.8%
17.26714548	2	0.8%
2.72140895	1	0.4%
75.07428537	1	0.4%
74.06991332	1	0.4%
1925.699262	1	0.4%
2.91472014	1	0.4%
323.4412527	1	0.4%
1029.724096	1	0.4%
Other values (222)	222	83.5%
(Missing)	31	11.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.72140895	1	0.4%
2.79260914	1	0.4%
2.91472014	1	0.4%
3.22925578	1	0.4%
3.36226694	1	0.4%
3.74254667	1	0.4%
4.10468102	1	0.4%
4.44476206	1	0.4%
4.9733974	1	0.4%
5.37704109	1	0.4%

Value	Count	Frequency (%)
7089.272138	1	0.4%
5414.593654	1	0.4%
5338.817901	1	0.4%
5288.111803	1	0.4%
5214.660217	1	0.4%
5153.726709	1	0.4%
5091.372468	1	0.4%
4252.241002	1	0.4%
4065.235179	1	0.4%
3944.487293	1	0.4%

2019
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	231
Distinct (%)	98.7%
Missing	32
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	744.4975842

Minimum	1.8114012
Maximum	6871.953907
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	1.8114012
5-th percentile	6.437676671
Q1	31.53103146
median	208.6155398
Q3	705.0702882
95-th percentile	3709.711893
Maximum	6871.953907
Range	6870.142506
Interquartile range (IQR)	673.5392567

Descriptive statistics

Standard deviation	1277.18292
Coefficient of variation (CV)	1.715496393
Kurtosis	5.337899994
Mean	744.4975842
Median Absolute Deviation (MAD)	191.9183403
Skewness	2.390572745
Sum	174212.4347
Variance	1631196.211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.38939384	2	0.8%
19.25773806	2	0.8%
130.900199	2	0.8%
5.38899046	1	0.4%
83.63543614	1	0.4%
75.88446572	1	0.4%
1914.631515	1	0.4%
3.69057332	1	0.4%
321.2341724	1	0.4%
1057.7686	1	0.4%
Other values (221)	221	83.1%
(Missing)	32	12.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.8114012	1	0.4%
3.2538868	1	0.4%
3.69057332	1	0.4%
3.9320352	1	0.4%
3.99005316	1	0.4%
4.44841462	1	0.4%
4.89910268	1	0.4%
5.16850142	1	0.4%
5.38899046	1	0.4%
6.07131503	1	0.4%

Value	Count	Frequency (%)
6871.953907	1	0.4%
5552.60023	1	0.4%
5346.072255	1	0.4%
5341.746996	1	0.4%
5201.237375	1	0.4%
5000.148553	1	0.4%
4814.136238	1	0.4%
4228.478025	1	0.4%
4048.534173	1	0.4%
3890.514399	1	0.4%

2020
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	266
Missing (%)	100.0%
Memory size	2.2 KiB

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Country Name	Country Code	1990	2000	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020
0	Afghanistan	AFG	NaN	NaN	2.850960	2.233482	2.770863	2.926995	3.046787	3.056288	3.348260	2.721409	5.388990	NaN
1	Albania	ALB	NaN	30.825579	104.124526	103.797180	113.417021	118.457388	107.598633	115.212352	120.758235	148.436569	NaN	NaN
2	Algeria	DZA	NaN	44.316653	202.944655	244.723577	235.838739	258.972463	205.426791	176.502810	170.199512	168.575678	161.333285	NaN
3	American Samoa	ASM	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	Andorra	AND	NaN	852.420505	1759.515873	1574.375856	1627.334496	1725.140756	1549.631194	1631.386656	1789.861213	1916.984563	1906.859429	NaN
5	Angola	AGO	NaN	7.566644	79.073057	79.731653	89.079049	71.291502	51.430559	41.986503	52.912518	36.737232	29.403301	NaN
6	Antigua and Barbuda	ATG	NaN	296.500860	395.111243	409.411217	398.871449	469.043344	450.943582	434.764289	421.226463	485.821192	444.297023	NaN
7	Argentina	ARG	NaN	387.921609	728.916685	854.263579	904.133482	841.489202	1021.710455	716.473833	966.729638	692.617431	589.928233	NaN
8	Armenia	ARM	NaN	5.945209	58.982019	58.105869	52.800223	60.011794	58.084991	58.810643	53.727090	52.110135	65.002513	NaN
9	Aruba	ABW	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Last rows

	Country Name	Country Code	1990	2000	2011	2012	2013	2014	2015	2016	2017	2018	2019	2020
256	Post-demographic dividend	PST	NaN	1471.141277	3218.921641	3205.665006	3214.588167	3323.624883	3184.991708	3290.189780	3395.816792	3578.098665	3646.793027	NaN
257	Pre-demographic dividend	PRE	NaN	3.872118	17.776052	16.204189	17.281058	17.509556	16.026706	14.091319	16.579039	16.504514	17.265082	NaN
258	Small states	SST	NaN	127.417359	311.794862	326.425982	361.424615	386.775298	367.122290	372.123316	389.968494	399.007416	410.422654	NaN
259	South Asia	SAS	NaN	4.118053	12.628399	12.410248	12.108749	12.684783	14.110934	15.217185	17.443624	17.267145	19.257738	NaN
260	South Asia (IDA & IBRD)	TSA	NaN	4.118053	12.628399	12.410248	12.108749	12.684783	14.110934	15.217185	17.443624	17.267145	19.257738	NaN
261	Sub-Saharan Africa	SSF	NaN	10.721208	36.342365	35.601381	34.170161	33.819962	32.327994	29.319611	31.549521	31.866962	31.389394	NaN
262	Sub-Saharan Africa (excluding high income)	SSA	NaN	10.686042	36.312471	35.559504	34.128916	33.777893	32.285814	29.271693	31.499851	31.813401	31.337567	NaN
263	Sub-Saharan Africa (IDA & IBRD countries)	TSS	NaN	10.721208	36.342365	35.601381	34.170161	33.819962	32.327994	29.319611	31.549521	31.866962	31.389394	NaN
264	Upper middle income	UMC	NaN	47.190617	220.521404	239.839442	264.679847	275.672288	266.540387	254.748927	281.488710	297.753478	309.201107	NaN
265	World	WLD	NaN	275.003856	600.189259	602.080549	610.230393	628.052018	599.022982	609.644743	632.019080	661.223987	671.102860	NaN

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows